Distribution of Interspike Intervals of a Neuron with Inhibitory Autapse Stimulated with a Renewal Process

Shchur, Olha and Vidybida, A. (2022) Distribution of Interspike Intervals of a Neuron with Inhibitory Autapse Stimulated with a Renewal Process. FLUCTUATION AND NOISE LETTERS. ISSN 0219-4775

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Abstract

In this paper, we study analytically the impact of an inhibitory autapse on neuronal activity. In order to do this, we formulate conditions on a set of non-adaptive spiking neuron models with delayed feedback inhibition, instead of considering a particular neuronal model. The neuron is stimulated with a stochastic point renewal process of excitatory impulses. Probability density function (PDF) [Formula: see text] of output interspike intervals (ISIs) of such a neuron is found exactly without any approximations made. It is expressed in terms of ISIs PDF for the input renewal stream and ISIs PDF for that same neuron without any feedback. Obtained results are applied to a subset of neuronal models with threshold 2 when the time intervals between input impulses are distributed according to the Erlang-2 distribution. In that case, we have found explicitly the model-independent initial part of ISIs PDF [Formula: see text] defined at some initial interval [Formula: see text] of ISI values.

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